Superficially similar to our work is also another concurrent work [1]}, which tackles object detection by using the similarity between DINO's frozen last layer self-attention patch keys as a metric for merging image patches to objects.
In contrast, we use DINO's spatial tokens and propose to fine-tune them for semantic segmentation.
